Firecrawl - AI-Powered Web Crawling and Scraping Inside Latenode

If your automations rely on gathering live web data, Firecrawl is your new favorite tool inside Latenode.

It’s a fast, reliable, and developer-friendly web crawling and scraping engine - now available with full no-code and API integration.

From indexing entire websites to extracting structured data from a single page, Firecrawl lets your AI agents see the web — and use it as a dynamic data source for research, analysis, and automation.

What Firecrawl Does

Firecrawl is designed to turn the open web into structured, machine-readable data you can use anywhere inside your Latenode flows.

It combines deep crawling capabilities with targeted scraping and intelligent site mapping - all connected visually with drag-and-drop nodes.

In practice, that means you can:

• Crawl any domain and map its entire structure.
• Scrape product details, metadata, or contact info from web pages.
• Build dynamic datasets that stay up-to-date automatically.
• Feed live web data into LLMs, RAG systems, or dashboards.

No proxies. No manual parsing. Just clean, structured data ready for your automations.

Firecrawl Nodes in Latenode

Firecrawl comes with a set of purpose-built nodes that cover every stage of web data collection - from discovering pages to extracting insights.

Node	Description
Crawl URL	Start a full crawl of any website or domain. Firecrawl automatically follows links and builds a page map.
Get Result for Crawl URL	Retrieve the structured data (JSON) from a completed crawl, including all discovered URLs and metadata.
Map Website	Generate a sitemap of internal links and page hierarchy - perfect for SEO analysis or large-scale scraping prep.
Scrape Website	Extract specific data (text, tables, metadata) from a given URL or set of pages.
Search Website	Run keyword or pattern-based searches within a crawled domain to locate specific topics, pages, or data points.

Each node can run independently or in sequence - giving you granular control over what to collect and how to use it.

Why Firecrawl Matters

Before Firecrawl, collecting web data meant juggling tools, proxies, and scripts.

Now, you can do everything visually inside Latenode - and plug that data straight into your automation logic, AI reasoning, or analytics stack.

Key benefits:

• ⚡ Speed - Crawls and scrapes complete faster than traditional scripts.
• 🧠 AI-native - Designed for RAG, data enrichment, and multi-agent workflows.
• 🔒 Reliable - Handles dynamic sites, redirects, and pagination automatically.
• 🧩 Composable - Combine with Latenode’s logic, API, or AI nodes to create autonomous data systems.

Whether you’re building an AI-powered SEO monitor, competitor intelligence tool, or dataset generator - Firecrawl makes web-scale data accessible to everyone.

Use Case: Automated Web Data Monitor with Firecrawl and Telegram

Build an automated system that collects structured information from any website on a recurring schedule using Firecrawl’s AI-driven extraction engine, then sends clear, formatted summaries to Telegram for quick daily insights.

Create a simple automation that checks the current pricing plans on Latenode.com, formats the information into a clear summary using ChatGPT, and delivers it directly to a Telegram channel.

How It Works

1. Trigger on Schedule
2. The workflow runs automatically at a chosen time — for example, once a day — to keep pricing information up to date.
3. Crawl URL (Firecrawl)
4. Firecrawl crawls the Latenode Pricing Page and extracts structured data such as plan names, prices, and details.
5. Wait Node
6. Adds a short delay to ensure Firecrawl finishes processing before the results are fetched.
7. Get Results for Crawl URL (Firecrawl)
8. Retrieves the extracted data in structured JSON format, containing all pricing plans and their descriptions.
9. Send Message to ChatGPT
10. The JSON output is passed to ChatGPT, which transforms the raw data into a clean, readable summary suitable for Telegram — highlighting each plan, its cost, and main features.
11. Send Message to Telegram
12. The formatted summary is sent automatically to a Telegram chat or group, so you (or your team) always have the latest Latenode pricing update at hand.

👉  Start building with this template.

What It Delivers

This setup acts as a daily data intelligence agent that:

• Gathers real-time updates from any public webpage
• Extracts only the data points you define
• Handles waiting and retrying automatically
• Delivers insights directly to Telegram in seconds

Example in Action

Input:

Target URL: /pricing-plans

Prompt: “Extract all pricing plans as an array, including plan names, prices, and details.”

Schema:

Final Result:

Additional Examples

A marketing team uses this workflow to track price changes and availability for competitors’ products.

Each morning, Firecrawl fetches updated product data, structures it, and pushes a summary to Telegram.

By the time the team starts their day, they already have a snapshot of what changed overnight.

Other common applications include:

• Monitoring crypto or financial dashboards
• Scraping new job postings or event listings
• Tracking regulatory data releases or press updates

Outcome

You end up with a reliable AI-assisted data monitoring system that:

• Runs automatically on schedule
• Extracts structured information from any web page
• Formats it for quick reading
• Sends results directly where you need them

All powered by Firecrawl’s extraction intelligence and Latenode’s automation logic — turning raw websites into actionable insights, every day.

Instant Access with PnP Tokens

Like all native Latenode integrations, Firecrawl requires no keys or setup.

• No external accounts.
• No manual configs.
• Just PnP tokens - plug in, run, and crawl.

PnP tokens let you trigger API calls, fetch data, and run AI agents all from a single unified balance.

That means you can connect Firecrawl to your workflows instantly and start capturing live web data in minutes.

Build Your First Web Crawler in Latenode

Firecrawl makes the open web as programmable as an API.

You can now build agents that browse, extract, and reason over data - all inside one visual environment.

Try workflows like:

• Crawl and summarize blog content weekly with GPT.
• Collect product listings from competitor sites into Notion or Airtable.
• Search and analyze FAQ pages for specific topics or mentions.

👉  Start using Firecrawl on Latenode today.

Turn any website into structured, searchable data - and make your automations smarter than ever.